Part 1 Applied Behavior Analysis

Total Page:16

File Type:pdf, Size:1020Kb

Part 1 Applied Behavior Analysis FBA’s to BIP’s…. Development and Implementation Autism Academy 2011 Georgia Department of Education Day 1 Tris E. Gilland, BCBA, Ed.S. Autism Specialist Douglas County Schools Scientific study of socially relevant behaviors… guided by theory and philosophy (Behaviorism) follows a logical problem-solving process uses a method for examining variables and determining progress with respect to a given set of goals (decisions are data driven) Applied Behavior Analysis A method, for which behaviorism provides the theoretical underpinnings, for studying behavior of social significance, to better lives of those for whom it is utilized. APPLIED: ABA focuses on the implementation of basic principles to behaviors of significance to the participants involved. BEHAVIORAL: ABA focuses on behavior in its own right as a target for change. -We change behavior in many different forms *Increase appropriate or educational skills *Decrease inappropriate or problematic skills ANALYTIC: ABA seeks to identify functional relations between behavior and environmental events through scientific study. -We analyze situations so that we understand why behaviors are changing. TECHNOLOGICAL: In ABA, procedures are completely and precisely defined. -We are precise in our methods so we are confident in our outcomes. GENERALIZED: Behavior analysts attempt to discover procedures that can be applied effectively in many settings and with many people. -Behavior analysts attempt to use procedures that promote generalization and maintenance of behavior change. Has been called: -behavior modification -operant conditioning -behavioral analysis -consequence learning -etc… **Within the autism community, Applied Behavior Analysis has been misrepresented as being synonymous with Discrete Trial Training (DTT), Lovaas therapy, incidental teaching, pivotal response training, and other teaching procedures. Diverse field -Many different procedures may be implemented -Vastly different problems are addressed across various populations No single approach -Common principles Data-based/Research proven results -What we do works and we collect data to be vigilant so that we may change the things that do not work ABA is a method for studying behavior These principles apply to increasing appropriate behavior as well as decreasing inappropriate behaviors They can be relatively simple in scope They can be immensely complex Target behavior Functions of Behavior Antecedent events Consequent events/Consequences Positive reinforcement Negative reinforcement Punishment Reinforcement/Reinforcers Alternative Behaviors Functional Behavior Assessment Behavior Intervention Plan Data Collection We need to define very precisely Precise definitions of terms and procedures lead to: -Accurate data collection which leads to… -Reliable measurement which leads to… -Confidence in clinical and educational decision making Behavior of interest Definition -Empirical Must be able to see the behavior to record it -Use terms to describe observable events, not mentalistic constructs Can’t see “feelings” Can’t observe “states of mind” Very simple behaviors can be difficult to define “Stranger Test” A description of behavior should be precise or descriptive enough so that a stranger could observe and determine if the response was or was not being demonstrated. “Dead Man’s Test” Goals should convey what a child will do, not what a child will not do. If a dead man can meet the goal, it does not pass the test. Get in a small group, think of a student you know, define the target behavior in measurable terms. Share your definition with your group and provide feedback to one another regarding the definitions that you share. Try to be “devil’s advocate” and pick apart your group members definitions to make sure they are clean. What is the function of the target behavior? Why is the student exhibiting this behavior? How is the student using this behavior? How is the student reinforced/punished for this behavior? Attention Adult attention vs. peer mediated attention? Escape Escape a task, a person, a place, an expectation? Tangible To preferred items, activities, people, places? Interruption? Transition from preferred to non- preferred? Sensory Across settings? Now let’s consider those functions in regard to the A – B – C Model (The Behavioral Contingency) of looking at behavior. Antecedents are things that occur prior to a target behavior (events that precede a behavior in time) Antecedents can help determine and control why a behavior is occurring If used consistently, can reliable predict a behavior Antecedents can make behaviors occur -Occasion, set up, trigger There is always an antecedent Understanding antecedents can lead to behavior management and effective acquisition of skills Present a non-preferred work demand *could precede aggression Take away a preferred toy *could precede crying Assisting another student *could precede calling out/getting out of seat Skill acquisition to teach new skills -Present a cue, child responds, consequence follows Present some “cue” to the child -This will serve as the antecedent to the child’s response -This cue will serve as a reliable predictor that a certain behavior, when demonstrated, will lead to the delivery of a preferred stimulus Consequences are things that occur following a target behavior (events that follow a behavior in time) Consequences can make behavior more or less likely to occur in the future Can include anything and everything that could possible occur following a target behavior Can make behaviors -Increase -Decrease -Stay the same There is always a consequence Understanding consequences can lead to effective behavior management and skill acquisition Joey hits the teacher which produces… Joey tantrums during meals which leads to… Joey puts everything in his mouth which leads to… Joey hits Johnny and Johnny walks away which gives Joey… Joey cries loudly in the check out line at Wal-Mart which leads to… After a verbal directive is given, a response from a child follows (or doesn’t), then a teacher can deliver a consequence -praise -preferred items -preferred activity -corrective response -additional prompting Different consequences can have different effects on behavior Antecedent - Behavior - Consequence All behaviors comply to the model A’s and C’s affect future behavior -some interactions increase behavior -some interactions decrease behavior The addition of some stimulus condition following a behavior which results in the increase of that behavior in the future. The addition – POSITIVE Increase – REINFORCEMENT Positive reinforcement is defined by it’s effect on behavior George points to the truck when he hears “point to truck” Receives praise, hugs, high 5’s Continues to point to correct stimulus when presented in the future George does not point to truck anymore Was not positive reinforcement **Again, defined by it’s effect on behavior Jake hits another child You yell at him. *He hits more….what does that mean? Positive – add something Reinforcement – behavior increases in the future Behaviors are reinforced Kids are not!! “Reinforcers” are those stimuli, that when provided contingent on a target behavior, increase that target behavior. The removal or termination of some stimulus condition following a behavior which results in the increase in that behavior in the future The removal – NEGATIVE Increase – REINFORCEMENT Defined by it’s effect on behavior Chris is tantruming – you give him a break from work Tantruming is more likely to occur in the future (negative reinforcement) Tantruming does not occur again (was not negative reinforcement) Defined by it’s effect (increase) on behavior Raining – open umbrella – removes rain Common stimuli that serve as reinforcers: breaks, changes in activity, work removal, avoiding social conflict, avoiding certain situations Reinforcement increases behavior Punishment decreases behavior Addition (positive) or removal (negative) of a stimulus condition that results in the decrease in that behavior in the future *positive punishment *negative punishment Some things to think about: -immediate -contingent -varied -satiation/deprivation -reinforcing for that individual -reinforcer effectiveness (data tells all….) -history of reinforcement readily available easily consumable age appropriate fade to natural reinforcement as soon as possible provide behavior specific praise unpredictable and novel Reinforcer assessment Ask parents Observe Ask the student!! Preference Assessments (formal/informal) Allow choice -Paired choice How long? Satiation and Deprivation Manipulating identified antecedents Related to task demands Attention seeking Sensory Needs Issues with Transition/Interruption Access to preferred items/activities Changing/Planning consequence events that affect the target behavior Environmental Communicative Intent/Social Deficits Manipulating identified antecedents - Related to task demands *Skill deficit vs. performance deficit *Positive support during tasks (shaping, task analysis, chaining) *Change the teaching strategy/materials *Decrease work load; allowing breaks contingent upon work *Noncontingent breaks *Choice within tasks *“First/Then” *Behavior specific reinforcement *Visuals Manipulating identified antecedents -Behavior maintained by attention *Extinction – withhold attention for inappropriate behavior *Differential Reinforcement *Noncontingent attention *Attention as a choice *Time out? Manipulating
Recommended publications
  • Encyclopedia of Psychotherapy-Logotherapy.Pdf
    Logotherapy Paul T. P. Wong Trinity Western University, British Columbia, Canada I. Introduction Known as the “Third Viennese School of Psychother- II. The Spiritual Dimension apy,” logotherapy was developed in the 1930s because of III. The Meaning of Meaning Frankl’s dissatisfaction with both Freud and Adler. IV. Basic Tenets Frankl accepts Sigmund Freud’s concept of uncon- V. Existential Frustration and Noogenic Neurosis sciousness but considers the will to meaning as more VI. Logotherapeutic Techniques and Applications VII. Recent Developments fundamental than the will to pleasure. Existential Further Reading analysis is designed to bring to consciousness the “hid- den” meaning or spiritual dimension of the client. Frankl received training in individual psychology GLOSSARY from Adler. He differs from Adler because he focuses on the will to meaning, while Adler emphasizes social dereflection A logotherapeutic technique to redirect clients’ attention away from their problems to more positive as- interest and the will to power. However, some of the pects of their lives. It is built on the human capacity for basic concepts of logotherapy, such as freedom and re- self-distancing and self-transcendence. sponsibility, bear the imprint of Adler’s influence. existential analysis Developed by Viktor Frankl, it refers to A major difference between logotherapy and psycho- therapeutic techniques that bring the hidden meaning of analysis is that both Freud and Adler focus on the past, existence into consciousness. while logotherapy focuses rather on the future—on the logotherapy Developed by Viktor Frankl, it refers to a spiri- meanings to be fulfilled. tually, existentially oriented therapy that seeks to achieve Although logotherapy and existential analysis tend healing and health through meaning.
    [Show full text]
  • Principles of Behavior Therapy and Behavior Modification (Chapter 5 from the Umh an Reflex) Rodger K
    Digital Commons @ George Fox University Faculty Publications - Grad School of Clinical Graduate School of Clinical Psychology Psychology 1981 Principles of Behavior Therapy and Behavior Modification (Chapter 5 from The umH an Reflex) Rodger K. Bufford George Fox University, [email protected] Follow this and additional works at: https://digitalcommons.georgefox.edu/gscp_fac Part of the Psychology Commons Recommended Citation ISBN 9789991767680 Published by Harper & Row, New York, NY. Pages 113-133. This Book is brought to you for free and open access by the Graduate School of Clinical Psychology at Digital Commons @ George Fox University. It has been accepted for inclusion in Faculty Publications - Grad School of Clinical Psychology by an authorized administrator of Digital Commons @ George Fox University. For more information, please contact [email protected]. PART III Clhallllgnllllg IHiumallll Belhavnor 50 Principles of Behavior Therapy and Behavior Modification THE EMERGENCE of behavior theory represents a striking shift from the previous history of ideas in the western world. Since the zenith of Greek civilization, it has been customary to explain behavior in terms of such internal factors as will, desire, purpose, intention, belief, expectation, memory, and character. The experimental analysis of behavior, however, shifts the locus of causal explana­ tions for behavior from internal processes and events to external causes. In Skinner's words, "[This shift] quite naturally led to a flood of practical applications. An early stimulus-response formula was too simple and seriously misleading, but once the role of the causal environment was properly understood, a flourishing tech­ nology was inevitable." 1 This chapter examines the theoretical aspects of the application of behavioral psychology (technically, the experimental analysis of behavior) to the process of behavior therapy.
    [Show full text]
  • A Comprehension of Spinoza's God
    A Comprehension of Spinoza's God Through the Dichotomy of Labels Tania Norell LUNDS UNIVERSITET | CENTRUM FÖR TEOLOGI OCH RELIGIONSVETENSKAP TLVM77 Philosophy of Religion Master Thesis 30 credits Supervisor: Jayne Svenungsson, Professor of Systematic Theology Examiner: Jesper Svartvik, Professor of Theology of Religions Autumn term 2015 Lund University Sweden Lund University Tania Norell Abstract: The 17 th century philosopher Spinoza is known for his concept of God as One Substance, God or Nature and therefore considered as a monist and categorized as a naturalist. He has been labeled an atheist and God-intoxicated man, as well as a determinist and pantheist, which I perceive to be dichotomies. The problem, as I see it, is that Spinoza’s philosophy and concept of God has mainly been interpreted through a dualistic mind-set, traditional to philosophers and theologians of the West, but Spinoza has a monistic worldview, and this has consequences in regards to the comprehension of what Spinoza’s concept of God entails and what a relationship “with” God implies . The labels panentheist and necessitarianist are discussed and the label of theologian argued. The thesis methodology is constructive because the purpose is to provide a theoretical foundation that has the potential to be applied in dialogues about God between the vast varieties of believers and non-believers alike, as well as across boundaries of contradicting worldviews and academic disciplines, and this focus on functionalism is inspired by a theory that calls for the furthering of inter-disciplinary dialogue between the subject areas philosophy of religion and theology specifically. My personal worldview is that there might well be One Substance, God or Nature, but that does not necessarily mean that there is one truth that is valid, but rather that all truth claims may be of value.
    [Show full text]
  • An Introduction to Late British Associationism and Its Context This Is a Story About Philosophy. Or About Science
    Chapter 1: An Introduction to Late British Associationism and Its Context This is a story about philosophy. Or about science. Or about philosophy transforming into science. Or about science and philosophy, and how they are related. Or were, in a particular time and place. At least, that is the general area that the following narrative will explore, I hope with sufficient subtlety. The matter is rendered non-transparent by the fact that that the conclusions one draws with regard to such questions are, in part, matters of discretionary perspective – as I will try to demonstrate. My specific historical focus will be on the propagation of a complex intellectual tradition concerned with human sensation, perception, and mental function in early nineteenth century Britain. Not only philosophical opinion, but all aspects of British intellectual – and practical – life, were in the process of significant transformation during this time. This cultural flux further confuses recovery of the situated significance of the intellectual tradition I am investigating. The study of the mind not only was influenced by a set of broad social shifts, but it also participated in them fully as both stimulus to and recipient of changing conditions. One indication of this is simply the variety of terms used to identify the ‘philosophy of mind’ as an intellectual enterprise in the eighteenth and nineteenth centuries.1 But the issue goes far deeper into the fluid constitutive features of the enterprise - including associated conceptual systems, methods, intentions of practitioners, and institutional affiliations. In order to understand philosophy of mind in its time, we must put all these factors into play.
    [Show full text]
  • Cognitive Behavioral Therapy (CBT)
    University of Nebraska - Lincoln DigitalCommons@University of Nebraska - Lincoln Educational Psychology Papers and Publications Educational Psychology, Department of 2010 Cognitive Behavioral Therapy (CBT) Rhonda Turner University of Nebraska-Lincoln Susan M. Swearer Napolitano University of Nebraska-Lincoln, [email protected] Follow this and additional works at: https://digitalcommons.unl.edu/edpsychpapers Part of the Educational Psychology Commons Turner, Rhonda and Swearer Napolitano, Susan M., "Cognitive Behavioral Therapy (CBT)" (2010). Educational Psychology Papers and Publications. 147. https://digitalcommons.unl.edu/edpsychpapers/147 This Article is brought to you for free and open access by the Educational Psychology, Department of at DigitalCommons@University of Nebraska - Lincoln. It has been accepted for inclusion in Educational Psychology Papers and Publications by an authorized administrator of DigitalCommons@University of Nebraska - Lincoln. Published in Encyclopedia of Cross-Cultural School Psychology (2010), p. 226-229. Copyright 2010, Springer. Used by permission. Cognitive Behavioral Therapy (CBT) Therapy, Rational Living Therapy, Schema Focused Therapy and Dialectical Behavior Rhonda Turner and Susan M. Swearer Therapy. Department of Educational Psychology, Uni- History of CBT versity of Nebraska-Lincoln, Lincoln, Nebraska, A precursor to the development of CBT U.S.A. was the emergence of Albert Bandura’s So- cial Learning Theory. Unlike the prevail- Cognitive Behavioral Therapy (CBT) is a ing psychodynamic or behavioral views form of psychotherapy that focuses on the of psychological disturbance, Bandura role of cognition in the expression of emo- viewed people as consciously and actively tions and behaviors. CBT assumes that mal- interacting cognitively with their environ- adaptive feelings and behaviors develop ments. He introduced the notion that cog- through cognitive processes which evolve nitive mediation occurs in the stimulus-re- from interactions with others and experi- sponse cycle of human behavior.
    [Show full text]
  • Psychology 510, Behavior Analysis and Behavior Change
    Psychology 510, Behavior Analysis and Behavior Change Fall 2015 Syllabus, Section 002, 3 credit hours Melissa Reeves, Ph.D., NCSP Class Meets: Mon/Wed, 9:30–10:45am, Kinard 102 Phone: 704-999-9631 Email: [email protected] Office Hours: Kinard Rm.300 or [email protected] Mon.11:00am - 12:15pm Wed.by appt. Prerequisites to taking this course: PSYC 101 or EDUC 210 Required Textbook: Martin, G. & Pear, J. (2011). Behavior Modification: What It Is and How To Do It (9th Edition). Upper Saddle River, New Jersey: Pearson Prentice Hall. Student Learning Outcomes: Students in PSYC 510 will: 1. become familiar with the basic principles and procedures of behavior modification to include behavioral assessment, applied behavior analysis, behavior therapy, cognitive-behavior therapy. 2. be able to identify behaviors and apply specific principles of behavior modification to real-life situations. 3. learn to assess antecedents and consequences that influence behavior. 4. use observation and recording methods to assess targeted behaviors. 5. understand and apply methods used to influence behavior, i.e., reinforcement, punishment, modeling, stimulus control, etc.. 6. learn to evaluate the effectiveness of behavior modification procedures and change those procedures if needed. 7. use behavior modification procedures to analyze and solve case examples. 8. use self-reflection and critical analysis to apply behavior modification/analysis principles to current events. 9. develop and implement a behavioral self-management program and a. learn to use behavior modification to change own behavior. b. describe how goal setting may be used to prompt desired behaviors. c. name and describe behavior tactics for changing behavior (reinforcement, stimulus control, aversive control and its limitations, etc....).
    [Show full text]
  • Wundt's "New Psychology"
    Wundt's "New Psychology" Wilhelm Wundt(1832-1920) was the first professional to call himself a psychologist. He founded one of the first psychological laboratories in Leipzig, Germany, in 1879. Wundt believed the "only certain reality is immediate experience" (Blumenthal, 1975). If psychology were to be a science, then psychologists would have to collect data about experience. To do this, Wundt used procedures similar to those developed by the psychophysicists. He arranged controlled laboratory settings. He carefully administered stimulation such as sounds and sights. He gathered information about how quickly people responded to a stimulus (reaction time) and what they experienced. Wundt believed these experiments would lead to a consensus or agreement among scientists about the nature of experience. Wilhelm Wundt Wundt's approach was not unreasonable. It resembled the way most natural sciences developed in the 1800s. Science like botany and zoology began with careful observation and an effort to arrive at consensual validation (agreement among different observers). For example, biologists began with careful descriptions of plants and animals before trying to classify them. Wundt believed the same approach would work in psychology. Careful scientific observers could simply look inside themselves to see the mind in action, and they should be able to agree on the basic phenomena of psychology. After agreeing about basic observations, they could do a deeper analysis of what they had found. The technique of "looking inside" to gather data about the mind is called introspection . The problem with Wundt's program is fairly obvious to those of us in the modern world, where differences between people are taken for granted.
    [Show full text]
  • Chapter 11: Behaviorism
    Chapter 11: Behaviorism Megan Davis, Nicole Pelley and Stephanie Quinlan Behaviorism (1892-1956) ● Psychology has been the study of the mind since the Greeks ○ The definition of the mind has been debated extensively ○ 20th century: Shift from what the mind was to what it did ■ Mind causes behavior ● New field of research ○ Psychology was redefined with help from animal psychology ○ People started believing humans evolved from animal forms ○ Had to rethink Descartes’ definition of the mind New Directions in Animal Psychology New Directions in Animal Psychology Animal psychology as Romanes begun it, used 2 methods: 1. Anecdotal Method → Collect data 2. Method of Inference → Interpret data Close examination in late 19th, early 20th century. Anecdote → Experiment From Anecdote to Experiment ● Experiment replaced anecdotes and informal, naturalistic experiments ● Aim of animal psychology - produce natural science and anecdote not the path to science ● Two important research programs: ○ Thorndike ○ Pavlov From Anecdote to Experiment Edward Lee Thorndike (1874-1949): ● Initially wanted to study children ● Not many readily available, took up animals ● Studied with William James ● Developed “connectionism” ○ Methodological and theoretical approach to animal learning ○ Formulation of an S-R psychology he called “connectionism” ○ Anecdotal method overestimated animal intelligence From Anecdote to Experiment Thorndike’s Puzzle Boxes ● Trap cat inside box ● Each box opened by cat in different way ● Rewarded with salmon for escaping ○ Ex. of instrumental
    [Show full text]
  • Behavior Modification Interventions
    Behavior Modification Interventions Least Intensive Interventions Response-Cost Lottery Designed to be time effective for teachers, this strategy can be used with individual students or small groups. Materials: • Index card, tape • Colored slips of paper (different color for each student) Preparation: • Develop a reward menu for each student targeted for this intervention. • Select 1-3 behaviors that you wish to reduce in the targeted student(s) and write out concrete definitions for each. • Decide on a time period during the instructional day that the Response Cost Lottery program will be in effect (e.g., 30 minutes during math class). NOTE: You may want to limit the length of the monitoring period at the start of the intervention, to increase the odds of student success. As the intervention proves successful, you can extend the monitoring period. • Decide how many points (i.e., paper slips) you will award to students at the outset of each monitoring period. (NOTE: For short monitoring periods, you may want to start with 4-5 points/paper slips.) • Prepare the lottery tickets. Use a different color paper for each student's tickets, so that you can tell them apart from one another. Or type blanks on student tickets onto which the recipient can write in his or her name and the date that the ticket was awarded. • Choose how frequently you will hold lottery-ticket prize drawings. NOTE: Many teachers find that once per week is sufficiently motivating to make the intervention effective. For students with more intense or severe levels of misbehavior, however, you may want initially to hold prize drawings more frequently (e.g., daily) and as students' behaviors improve, gradually extend intervals between drawings Steps in Implementing This Intervention: Step 1: Introduce the Response Cost Lottery Program to Targeted Students.
    [Show full text]
  • Downloaded on 2017-02-12T06:33:32Z PROPERTY of the MIT PRESS for PROOFREADING, INDEXING, and PROMOTIONAL PURPOSES ONLY
    View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Cork Open Research Archive Title Gamification as behavioral psychology Author(s) Linehan, Conor; Kirman, Ben; Roche, Bryan Editor(s) Walz, Steffen P. Deterding, Sebastian Publication date 2015-01 Original citation Linehan, C., Kirman, B. and Roche, B. (2015) 'Gamification as behavioral psychology' in Walz, S.P. and Deterding, S. (eds.) The Gameful World: Approaches, Issues, Applications. Cambridge, MA, USA : MIT Press, pp. 81-105. Type of publication Book chapter Link to publisher's https://mitpress.mit.edu/books/gameful-world version Access to the full text of the published version may require a subscription. Rights © 2014, Massachusetts Institute of Technology. All rights reserved. No part of this chapter may be reproduced in any form by any electronic or mechanical means (including photocopying, recording, or information storage and retrieval) without permission in writing from the publisher. Item downloaded http://hdl.handle.net/10468/3462 from Downloaded on 2017-02-12T06:33:32Z PROPERTY OF THE MIT PRESS FOR PROOFREADING, INDEXING, AND PROMOTIONAL PURPOSES ONLY 3 GAMIFICATION AS BEHAVIORAL PSYCHOLOGY Conor Linehan, Ben Kirman, and Bryan Roche Those who advocate the benefits of a gamified or behavior, and introduce the field of behavioral psy- gameful world often advance a vision of the future in chology as an approach to understanding observed which all life and all work becomes increasingly behavior in gamified products. Behavior analysis is
    [Show full text]
  • Clinical Use of Hypnosis in Cognitive Behavior Therapy
    The Clinical Use of Hypnosis in Cognitive Behavior Therapy A Practitioner’s Casebook Robin A. Chapman, PsyD, ABPP, is a clinical psychologist at McLean Hospital, Belmont, MA, and North Shore Counsel- ing Center, Beverly, MA, and maintains a private practice. He is currently an in- structor in psychology in the Depart- ment of Psychiatry, Harvard Medical School. Dr. Chapman earned his doctorate from the Illinois School of Professional Psychology in 1990 and earned a certifi- cate in Cognitive Behavioral Therapy from the Adler School of Profes- sional Psychology in 1994. He is board certified in cognitive and behavioral psychology by the American Board of Professional Psy- chology. Additionally, he is an approved consultant in clinical hypno- sis granted by the American Society of Clinical Hypnosis. His teaching experience includes graduate classes at the Illinois School of Professional Psychology and the Chicago School of Professional Psychology. He has taught undergraduate psychology classes at Elmhurst College. The Clinical Use of Hypnosis in Cognitive Behavior Therapy A Practitioner’s Casebook Robin A. Chapman, PsyD, ABPP, Editor Springer Publishing Company Copyright 2006 Springer Publishing Company, Inc. All rights reserved. No part of this publication may be reproduced, stored in a re- trieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, without the prior permission of Springer Publishing Company, Inc. Springer Publishing Company, Inc. 11 West 42nd Street New York, NY 10036 Acquisitions Editors: Sheri W. Sussman and Lauren Dockett Production Editor: Sara Yoo Cover design by Joanne Honigman Cover background image by Richard A. Chapman Cover foreground image by Noah Chasek 0607080910/54321 Library of Congress Cataloging-in-Publication Data The clinical use of hypnosis in cognitive behavior therapy / [edited by] Robin A.
    [Show full text]
  • Neural Networks
    Neural Networks 1. Introduction Spring 2020 1 Neural Networks are taking over! • Neural networks have become one of the major thrust areas recently in various pattern recognition, prediction, and analysis problems • In many problems they have established the state of the art – Often exceeding previous benchmarks by large margins 2 Breakthroughs with neural networks 3 Breakthrough with neural networks 4 Image segmentation and recognition 5 Image recognition https://www.sighthound.com/technology/ 6 Breakthroughs with neural networks 7 Success with neural networks • Captions generated entirely by a neural network 8 Breakthroughs with neural networks ThisPersonDoesNotExist.com uses AI to generate endless fake faces – https://www.theverge.com/tldr/2019/2/15/18226005/ai-generated- fake-people-portraits-thispersondoesnotexist-stylegan 9 Successes with neural networks • And a variety of other problems: – From art to astronomy to healthcare.. – and even predicting stock markets! 10 Neural nets can do anything! 11 Neural nets and the employment market This guy didn’t know This guy learned about neural networks about neural networks (a.k.a deep learning) (a.k.a deep learning) 12 Objectives of this course • Understanding neural networks • Comprehending the models that do the previously mentioned tasks – And maybe build them • Familiarity with some of the terminology – What are these: • http://www.datasciencecentral.com/profiles/blogs/concise-visual- summary-of-deep-learning-architectures • Fearlessly design, build and train networks for various tasks
    [Show full text]